Researchers in Japan built an AI tool that designs thermoelectric generators 10,000 times faster than conventional simulations. These solid-state devices convert waste heat from engines and machinery into electricity. Prototypes based on the tool's recommendations performed on par with traditional materials. This acceleration removes the engineering slog of identifying efficient, heat-limiting material combinations.